I'm looking for romance dramas where the couple were madly in love and they reunite later. But one of them gets amnesia and has a memory lost and finally they get together again.  Please recommend me romance dramas with this type of story.

Maybe...

and I have a list with amnesia (some might work): https://kisskh.at/list/4q6aXEo1?page=1

Adding some more that haven't been mentioned (including in emeraldarrows' awesome long custom list):